{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing ONNX models to Menoh (Haskell binding)\n",
    "\n",
    "We'll show how you can import ONNX models into [Menoh](https://github.com/pfnet-research/menoh), and use the imported model for inference.\n",
    "\n",
    "Menoh has language bindings for C, C++, C#, Go, Haskell, Node.js, OCaml, Ruby, and Rust, but here we use Haskell binding for this tutorial.\n",
    "\n",
    "First let's import some modules and also check the version of Menoh itself and its Haskell binding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "{-# LANGUAGE ScopedTypeVariables #-}\n",
    "import Control.Applicative\n",
    "import Control.Monad\n",
    "import System.FilePath\n",
    "import Text.Printf\n",
    "import Menoh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Version {versionBranch = [1,0,2], versionTags = []}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Menoh.version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Version {versionBranch = [0,2,0], versionTags = []}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Menoh.bindingVersion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Prepare ONNX model and sample input image\n",
    "\n",
    "In this example, we will demonstrate importing a VGG16 model, a model for image classification. The model was converted to ONNX using [onnx-chainer](https://github.com/chainer/onnx-chainer) from [Chainer](https://chainer.org/)'s [VGG16Layers](https://docs.chainer.org/en/stable/reference/generated/chainer.links.VGG16Layers.html).\n",
    "\n",
    "First we need to download the pre-trained model file and class definition file and sample input image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataDir = \"data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import Control.Monad.Trans.Resource\n",
    "import Data.Conduit.Binary (sinkFile)\n",
    "import Network.HTTP.Simple\n",
    "import System.Directory\n",
    "\n",
    "downloadTo :: String -> FilePath -> IO ()\n",
    "downloadTo req fname = do\n",
    "  b <- doesFileExist fname\n",
    "  unless b $ do\n",
    "    putStrLn $ req ++ \" -> \" ++ fname\n",
    "    request <- parseRequest req\n",
    "    runResourceT $ httpSink request $ \\_ -> sinkFile fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "https://www.dropbox.com/s/bjfn9kehukpbmcm/VGG16.onnx?dl=1 -> data/VGG16.onnx"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "https://raw.githubusercontent.com/HoldenCaulfieldRye/caffe/master/data/ilsvrc12/synset_words.txt -> data/synset_words.txt"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "https://upload.wikimedia.org/wikipedia/commons/5/54/Light_sussex_hen.jpg -> data/Light_sussex_hen.jpg"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "downloadTo \"https://www.dropbox.com/s/bjfn9kehukpbmcm/VGG16.onnx?dl=1\" $ dataDir </> \"VGG16.onnx\"\n",
    "downloadTo \"https://raw.githubusercontent.com/HoldenCaulfieldRye/caffe/master/data/ilsvrc12/synset_words.txt\" $ dataDir </> \"synset_words.txt\"\n",
    "downloadTo \"https://upload.wikimedia.org/wikipedia/commons/5/54/Light_sussex_hen.jpg\" $ dataDir </> \"Light_sussex_hen.jpg\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Loading ONNX model\n",
    "\n",
    "Now that we have downloaded an ONNX model file, let's load the model data into Menoh. The `model_data` contains computation graph structure and weights of layers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- Load ONNX model data\n",
    "model_data <- makeModelDataFromONNX (dataDir </> \"VGG16.onnx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we specify its inputs and outputs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size  = 1\n",
    "channel_num = 3\n",
    "height = 224\n",
    "width  = 224\n",
    "category_num = 1000\n",
    "\n",
    "input_dims, output_dims :: Dims\n",
    "input_dims  = [batch_size, channel_num, height, width]\n",
    "output_dims = [batch_size, category_num]\n",
    "\n",
    "-- Aliases to onnx's node input and output tensor name\n",
    "conv1_1_in_name  = \"140326425860192\"\n",
    "fc6_out_name     = \"140326200777584\"\n",
    "softmax_out_name = \"140326200803680\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "-- Specify inputs and outputs\n",
    "vpt <- makeVariableProfileTable\n",
    "         [(conv1_1_in_name, DTypeFloat, input_dims)]\n",
    "         [(fc6_out_name, DTypeFloat), (softmax_out_name, DTypeFloat)]\n",
    "         model_data\n",
    "optimizeModelData model_data vpt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having specified inputs and outputs, we construct an inference engine with MKL-DNN as backend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "-- Construct computation primitive list and memories\n",
    "model <- makeModel vpt model_data \"mkldnn\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Step 3: Prepare input for inference\n",
    "\n",
    "Next, we prepare an input image for inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import qualified Codec.Picture as Picture\n",
    "\n",
    "crop :: Picture.Pixel a => Picture.Image a -> Picture.Image a\n",
    "crop img = Picture.generateImage (\\x y -> Picture.pixelAt img (base_x + x) (base_y + y)) shortEdge shortEdge\n",
    "  where\n",
    "    shortEdge = min (Picture.imageWidth img) (Picture.imageHeight img)\n",
    "    base_x = (Picture.imageWidth  img - shortEdge) `div` 2\n",
    "    base_y = (Picture.imageHeight img - shortEdge) `div` 2\n",
    "\n",
    "-- TODO: Should we do some kind of interpolation?\n",
    "resize :: Picture.Pixel a => (Int,Int) -> Picture.Image a -> Picture.Image a\n",
    "resize (w,h) img = Picture.generateImage (\\x y -> Picture.pixelAt img (x * orig_w `div` w) (y * orig_h `div` h)) w h\n",
    "  where\n",
    "    orig_w = Picture.imageWidth  img\n",
    "    orig_h = Picture.imageHeight img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image <- do\n",
    "  ret <- Picture.readImage $ dataDir </> \"Light_sussex_hen.jpg\"\n",
    "  case ret of\n",
    "    Left e -> error e\n",
    "    Right img -> return $ resize (width,height) $ crop $ Picture.convertRGB8 img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Run inference\n",
    "\n",
    "Now that we have prepared a Menoh inference engine and input image. It's time to run an inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import qualified Data.Vector as V\n",
    "import qualified Data.Vector.Generic as VG\n",
    "import qualified Data.Vector.Storable as VS\n",
    "\n",
    "-- VGG16.onnx assumes BGR channel ordering and floating point pixel value\n",
    "convert :: Picture.Image Picture.PixelRGB8 -> VS.Vector Float\n",
    "convert img = VS.generate (3 * Picture.imageHeight img * Picture.imageWidth img) f\n",
    "  where\n",
    "    f i =\n",
    "      case Picture.pixelAt img x y of\n",
    "        Picture.PixelRGB8 r g b ->\n",
    "          case ch of\n",
    "            0 -> fromIntegral b\n",
    "            1 -> fromIntegral g\n",
    "            2 -> fromIntegral r\n",
    "            _ -> undefined\n",
    "      where\n",
    "        (ch,m) = i `divMod` (Picture.imageWidth img * Picture.imageHeight img)\n",
    "        (y,x) = m `divMod` Picture.imageWidth img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- Copy input image data to model's input array\n",
    "writeBuffer model conv1_1_in_name [convert image]\n",
    "\n",
    "-- Run inference\n",
    "run model\n",
    "\n",
    "-- Get output\n",
    "([fc6_out] :: [VS.Vector Float]) <- readBuffer model fc6_out_name\n",
    "([softmax_out] :: [VS.Vector Float]) <- readBuffer model softmax_out_name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: Examine the results\n",
    "\n",
    "Finally, let's examine the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "top 5 categories are:"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "95.8%: n01514859 hen\n",
       "4.0%: n01514668 cock\n",
       "0.2%: n01807496 partridge\n",
       "0.0%: n01797886 ruffed grouse, partridge, Bonasa umbellus\n",
       "0.0%: n01847000 drake"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import Data.List\n",
    "import Data.Ord\n",
    "\n",
    "categories <- fmap lines $ readFile $ dataDir </> \"synset_words.txt\"\n",
    "let k = 5\n",
    "scores <- forM [0 .. VG.length softmax_out - 1] $ \\i ->\n",
    "  return (i, softmax_out VG.! i)\n",
    "printf \"top %d categories are:\\n\" k\n",
    "forM_ (take k $ sortBy (flip (comparing snd)) scores) $ \\(i,p) ->\n",
    "  printf \"%0.1f%%: %s\\n\" (p * 100) (categories !! i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top-ranked class is \"hen\" and the the second is \"cock\". The result looks reasonable for the image."
   ]
  }
 ],
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